Overview
Brought to you by YData
Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 36520 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 9.2 MiB |
| Average record size in memory | 264.2 B |
Variable types
| DateTime | 1 |
|---|---|
| Categorical | 3 |
| Numeric | 8 |
Humidity is highly overall correlated with Temperature | High correlation |
K is highly overall correlated with N and 3 other fields | High correlation |
N is highly overall correlated with K and 3 other fields | High correlation |
P is highly overall correlated with K and 3 other fields | High correlation |
Soil_Quality is highly overall correlated with Soil_Type and 1 other fields | High correlation |
Soil_Type is highly overall correlated with K and 4 other fields | High correlation |
Soil_pH is highly overall correlated with K and 4 other fields | High correlation |
Temperature is highly overall correlated with Humidity | High correlation |
Crop_Type is uniformly distributed | Uniform |
Temperature has unique values | Unique |
Wind_Speed has unique values | Unique |
Crop_Yield has 11025 (30.2%) zeros | Zeros |
Reproduction
| Analysis started | 2025-09-17 01:05:04.296783 |
|---|---|
| Analysis finished | 2025-09-17 01:05:10.191490 |
| Duration | 5.89 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
Date
Date
| Distinct | 3652 |
|---|---|
| Distinct (%) | 10.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 285.4 KiB |
| Minimum | 2014-01-01 00:00:00 |
|---|---|
| Maximum | 2023-12-31 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
Crop_Type
Categorical
Uniform
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.2 MiB |
| Wheat | |
|---|---|
| Corn | |
| Rice | |
| Barley | |
| Soybean | |
| Other values (5) |
Length
| Max length | 9 |
|---|---|
| Median length | 7 |
| Mean length | 6.2 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Wheat |
|---|---|
| 2nd row | Corn |
| 3rd row | Rice |
| 4th row | Barley |
| 5th row | Soybean |
Common Values
| Value | Count | Frequency (%) |
| Wheat | 3652 | |
| Corn | 3652 | |
| Rice | 3652 | |
| Barley | 3652 | |
| Soybean | 3652 | |
| Cotton | 3652 | |
| Sugarcane | 3652 | |
| Tomato | 3652 | |
| Potato | 3652 | |
| Sunflower | 3652 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| wheat | 3652 | |
| corn | 3652 | |
| rice | 3652 | |
| barley | 3652 | |
| soybean | 3652 | |
| cotton | 3652 | |
| sugarcane | 3652 | |
| tomato | 3652 | |
| potato | 3652 | |
| sunflower | 3652 |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 32868 | |
| a | 25564 | |
| t | 21912 | 9.7% |
| e | 21912 | 9.7% |
| n | 18260 | 8.1% |
| r | 14608 | 6.5% |
| S | 10956 | 4.8% |
| C | 7304 | 3.2% |
| y | 7304 | 3.2% |
| u | 7304 | 3.2% |
| Other values (14) | 58432 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 226424 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 32868 | |
| a | 25564 | |
| t | 21912 | 9.7% |
| e | 21912 | 9.7% |
| n | 18260 | 8.1% |
| r | 14608 | 6.5% |
| S | 10956 | 4.8% |
| C | 7304 | 3.2% |
| y | 7304 | 3.2% |
| u | 7304 | 3.2% |
| Other values (14) | 58432 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 226424 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 32868 | |
| a | 25564 | |
| t | 21912 | 9.7% |
| e | 21912 | 9.7% |
| n | 18260 | 8.1% |
| r | 14608 | 6.5% |
| S | 10956 | 4.8% |
| C | 7304 | 3.2% |
| y | 7304 | 3.2% |
| u | 7304 | 3.2% |
| Other values (14) | 58432 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 226424 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 32868 | |
| a | 25564 | |
| t | 21912 | 9.7% |
| e | 21912 | 9.7% |
| n | 18260 | 8.1% |
| r | 14608 | 6.5% |
| S | 10956 | 4.8% |
| C | 7304 | 3.2% |
| y | 7304 | 3.2% |
| u | 7304 | 3.2% |
| Other values (14) | 58432 |
Soil_Type
Categorical
High correlation
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.2 MiB |
| Saline | |
|---|---|
| Clay | |
| Loamy | |
| Peaty | |
| Sandy |
Length
| Max length | 6 |
|---|---|
| Median length | 5 |
| Mean length | 5.0016703 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Peaty |
|---|---|
| 2nd row | Loamy |
| 3rd row | Peaty |
| 4th row | Sandy |
| 5th row | Peaty |
Common Values
| Value | Count | Frequency (%) |
| Saline | 7361 | |
| Clay | 7300 | |
| Loamy | 7288 | |
| Peaty | 7286 | |
| Sandy | 7285 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| saline | 7361 | |
| clay | 7300 | |
| loamy | 7288 | |
| peaty | 7286 | |
| sandy | 7285 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 36520 | |
| y | 29159 | |
| l | 14661 | |
| e | 14647 | |
| n | 14646 | |
| S | 14646 | |
| i | 7361 | 4.0% |
| C | 7300 | 4.0% |
| L | 7288 | 4.0% |
| o | 7288 | 4.0% |
| Other values (4) | 29145 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 182661 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 36520 | |
| y | 29159 | |
| l | 14661 | |
| e | 14647 | |
| n | 14646 | |
| S | 14646 | |
| i | 7361 | 4.0% |
| C | 7300 | 4.0% |
| L | 7288 | 4.0% |
| o | 7288 | 4.0% |
| Other values (4) | 29145 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 182661 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 36520 | |
| y | 29159 | |
| l | 14661 | |
| e | 14647 | |
| n | 14646 | |
| S | 14646 | |
| i | 7361 | 4.0% |
| C | 7300 | 4.0% |
| L | 7288 | 4.0% |
| o | 7288 | 4.0% |
| Other values (4) | 29145 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 182661 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 36520 | |
| y | 29159 | |
| l | 14661 | |
| e | 14647 | |
| n | 14646 | |
| S | 14646 | |
| i | 7361 | 4.0% |
| C | 7300 | 4.0% |
| L | 7288 | 4.0% |
| o | 7288 | 4.0% |
| Other values (4) | 29145 |
Soil_pH
Categorical
High correlation
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.1 MiB |
| 8.0 | |
|---|---|
| 6.25 | |
| 6.5 | |
| 5.5 | |
| 6.75 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.3993702 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 5.5 |
|---|---|
| 2nd row | 6.5 |
| 3rd row | 5.5 |
| 4th row | 6.75 |
| 5th row | 5.5 |
Common Values
| Value | Count | Frequency (%) |
| 8.0 | 7361 | |
| 6.25 | 7300 | |
| 6.5 | 7288 | |
| 5.5 | 7286 | |
| 6.75 | 7285 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 8.0 | 7361 | |
| 6.25 | 7300 | |
| 6.5 | 7288 | |
| 5.5 | 7286 | |
| 6.75 | 7285 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 36520 | |
| 5 | 36445 | |
| 6 | 21873 | |
| 0 | 7361 | 5.9% |
| 8 | 7361 | 5.9% |
| 2 | 7300 | 5.9% |
| 7 | 7285 | 5.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 124145 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 36520 | |
| 5 | 36445 | |
| 6 | 21873 | |
| 0 | 7361 | 5.9% |
| 8 | 7361 | 5.9% |
| 2 | 7300 | 5.9% |
| 7 | 7285 | 5.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 124145 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 36520 | |
| 5 | 36445 | |
| 6 | 21873 | |
| 0 | 7361 | 5.9% |
| 8 | 7361 | 5.9% |
| 2 | 7300 | 5.9% |
| 7 | 7285 | 5.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 124145 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 36520 | |
| 5 | 36445 | |
| 6 | 21873 | |
| 0 | 7361 | 5.9% |
| 8 | 7361 | 5.9% |
| 2 | 7300 | 5.9% |
| 7 | 7285 | 5.9% |
Temperature
Real number (ℝ)
High correlation Unique
| Distinct | 36520 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.813996 |
| Minimum | -3.5401758 |
|---|---|
| Maximum | 54.148911 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 16 |
| Negative (%) | < 0.1% |
| Memory size | 285.4 KiB |
Quantile statistics
| Minimum | -3.5401758 |
|---|---|
| 5-th percentile | 10.36247 |
| Q1 | 17.168542 |
| median | 22.902987 |
| Q3 | 30.254748 |
| 95-th percentile | 39.283578 |
| Maximum | 54.148911 |
| Range | 57.689087 |
| Interquartile range (IQR) | 13.086206 |
Descriptive statistics
| Standard deviation | 8.9205187 |
|---|---|
| Coefficient of variation (CV) | 0.37459142 |
| Kurtosis | -0.54206661 |
| Mean | 23.813996 |
| Median Absolute Deviation (MAD) | 6.4005242 |
| Skewness | 0.2471353 |
| Sum | 869687.15 |
| Variance | 79.575653 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 11.45569221 | 1 | < 0.1% |
| 9.44059941 | 1 | < 0.1% |
| 20.05257642 | 1 | < 0.1% |
| 12.14309917 | 1 | < 0.1% |
| 19.75184841 | 1 | < 0.1% |
| 16.11039451 | 1 | < 0.1% |
| 14.82673908 | 1 | < 0.1% |
| 13.53300427 | 1 | < 0.1% |
| 11.03416914 | 1 | < 0.1% |
| 9.62973959 | 1 | < 0.1% |
| Other values (36510) | 36510 |
| Value | Count | Frequency (%) |
| -3.54017583 | 1 | |
| -2.390846068 | 1 | |
| -2.266770416 | 1 | |
| -2.240214571 | 1 | |
| -2.216595759 | 1 | |
| -1.877794216 | 1 | |
| -1.237901502 | 1 | |
| -1.126530945 | 1 | |
| -0.6522678112 | 1 | |
| -0.6107232672 | 1 |
| Value | Count | Frequency (%) |
| 54.14891086 | 1 | |
| 53.44738987 | 1 | |
| 53.05675031 | 1 | |
| 52.04025353 | 1 | |
| 52.0260266 | 1 | |
| 51.73501561 | 1 | |
| 51.67634095 | 1 | |
| 50.78385913 | 1 | |
| 50.58840565 | 1 | |
| 50.53234811 | 1 |
Humidity
Real number (ℝ)
High correlation
| Distinct | 22906 |
|---|---|
| Distinct (%) | 62.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 74.256624 |
| Minimum | 45.851089 |
|---|---|
| Maximum | 80 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 285.4 KiB |
Quantile statistics
| Minimum | 45.851089 |
|---|---|
| 5-th percentile | 60.716422 |
| Q1 | 69.745252 |
| median | 77.097013 |
| Q3 | 80 |
| 95-th percentile | 80 |
| Maximum | 80 |
| Range | 34.148911 |
| Interquartile range (IQR) | 10.254748 |
Descriptive statistics
| Standard deviation | 6.7675874 |
|---|---|
| Coefficient of variation (CV) | 0.091137828 |
| Kurtosis | -0.02446876 |
| Mean | 74.256624 |
| Median Absolute Deviation (MAD) | 2.9029867 |
| Skewness | -1.0171689 |
| Sum | 2711851.9 |
| Variance | 45.800239 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 80 | 13615 | |
| 78.84110812 | 1 | < 0.1% |
| 77.97397347 | 1 | < 0.1% |
| 73.63327421 | 1 | < 0.1% |
| 71.39915417 | 1 | < 0.1% |
| 73.42670717 | 1 | < 0.1% |
| 78.39596636 | 1 | < 0.1% |
| 78.88898327 | 1 | < 0.1% |
| 79.98186192 | 1 | < 0.1% |
| 71.20773401 | 1 | < 0.1% |
| Other values (22896) | 22896 |
| Value | Count | Frequency (%) |
| 45.85108914 | 1 | |
| 46.55261013 | 1 | |
| 46.94324969 | 1 | |
| 47.95974647 | 1 | |
| 47.9739734 | 1 | |
| 48.26498439 | 1 | |
| 48.32365905 | 1 | |
| 49.21614087 | 1 | |
| 49.41159435 | 1 | |
| 49.46765189 | 1 |
| Value | Count | Frequency (%) |
| 80 | 13615 | |
| 79.99938941 | 1 | < 0.1% |
| 79.9991059 | 1 | < 0.1% |
| 79.99870104 | 1 | < 0.1% |
| 79.99791024 | 1 | < 0.1% |
| 79.99747049 | 1 | < 0.1% |
| 79.99741256 | 1 | < 0.1% |
| 79.99508767 | 1 | < 0.1% |
| 79.99484521 | 1 | < 0.1% |
| 79.99476954 | 1 | < 0.1% |
Wind_Speed
Real number (ℝ)
Unique
| Distinct | 36520 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.020153 |
| Minimum | -3.3889056 |
|---|---|
| Maximum | 22.606078 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 15 |
| Negative (%) | < 0.1% |
| Memory size | 285.4 KiB |
Quantile statistics
| Minimum | -3.3889056 |
|---|---|
| 5-th percentile | 5.1116939 |
| Q1 | 7.9858716 |
| median | 10.000299 |
| Q3 | 12.038546 |
| 95-th percentile | 14.984975 |
| Maximum | 22.606078 |
| Range | 25.994983 |
| Interquartile range (IQR) | 4.0526748 |
Descriptive statistics
| Standard deviation | 2.9983098 |
|---|---|
| Coefficient of variation (CV) | 0.29922795 |
| Kurtosis | -0.031019812 |
| Mean | 10.020153 |
| Median Absolute Deviation (MAD) | 2.0278154 |
| Skewness | 0.016443919 |
| Sum | 365935.99 |
| Variance | 8.9898616 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5.394757813 | 1 | < 0.1% |
| 10.95670655 | 1 | < 0.1% |
| 8.591576842 | 1 | < 0.1% |
| 7.227751487 | 1 | < 0.1% |
| 2.682682555 | 1 | < 0.1% |
| 7.696070494 | 1 | < 0.1% |
| 10.3666575 | 1 | < 0.1% |
| 9.910484292 | 1 | < 0.1% |
| 4.558410814 | 1 | < 0.1% |
| 9.134019127 | 1 | < 0.1% |
| Other values (36510) | 36510 |
| Value | Count | Frequency (%) |
| -3.388905581 | 1 | |
| -1.884738704 | 1 | |
| -1.157605916 | 1 | |
| -1.131445071 | 1 | |
| -1.110924283 | 1 | |
| -1.089865717 | 1 | |
| -0.8946164418 | 1 | |
| -0.6574369754 | 1 | |
| -0.622883439 | 1 | |
| -0.5997617039 | 1 |
| Value | Count | Frequency (%) |
| 22.6060777 | 1 | |
| 22.30102682 | 1 | |
| 21.70839615 | 1 | |
| 21.11572964 | 1 | |
| 20.80849641 | 1 | |
| 20.79943511 | 1 | |
| 20.66685139 | 1 | |
| 20.55390211 | 1 | |
| 20.19438195 | 1 | |
| 20.08084993 | 1 |
N
Real number (ℝ)
High correlation
| Distinct | 20 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 66.011035 |
| Minimum | 45 |
|---|---|
| Maximum | 91 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 285.4 KiB |
Quantile statistics
| Minimum | 45 |
|---|---|
| 5-th percentile | 50 |
| Q1 | 58.5 |
| median | 65 |
| Q3 | 71.5 |
| 95-th percentile | 84.5 |
| Maximum | 91 |
| Range | 46 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 10.886721 |
|---|---|
| Coefficient of variation (CV) | 0.16492274 |
| Kurtosis | -0.44535584 |
| Mean | 66.011035 |
| Median Absolute Deviation (MAD) | 6.5 |
| Skewness | 0.33352302 |
| Sum | 2410723 |
| Variance | 118.52069 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 71.5 | 3712 | 10.2% |
| 65 | 3545 | 9.7% |
| 60 | 2911 | 8.0% |
| 66 | 2907 | 8.0% |
| 70 | 2267 | 6.2% |
| 78 | 2257 | 6.2% |
| 50 | 2225 | 6.1% |
| 60.5 | 2195 | 6.0% |
| 55 | 2189 | 6.0% |
| 77 | 2161 | 5.9% |
| Other values (10) | 10151 |
| Value | Count | Frequency (%) |
| 45 | 728 | 2.0% |
| 49.5 | 732 | 2.0% |
| 50 | 2225 | |
| 54 | 711 | 1.9% |
| 55 | 2151 | |
| 55 | 2189 | |
| 58.5 | 759 | 2.1% |
| 60 | 2911 | |
| 60.5 | 2195 | |
| 63 | 722 | 2.0% |
| Value | Count | Frequency (%) |
| 91 | 1400 | 3.8% |
| 84.5 | 1496 | |
| 84 | 738 | 2.0% |
| 78 | 2257 | |
| 77 | 2161 | |
| 72 | 714 | 2.0% |
| 71.5 | 3712 | |
| 70 | 2267 | |
| 66 | 2907 | |
| 65 | 3545 |
P
Real number (ℝ)
High correlation
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 53.014006 |
| Minimum | 36 |
|---|---|
| Maximum | 72 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 285.4 KiB |
Quantile statistics
| Minimum | 36 |
|---|---|
| 5-th percentile | 40 |
| Q1 | 45 |
| median | 54 |
| Q3 | 60 |
| 95-th percentile | 66 |
| Maximum | 72 |
| Range | 36 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 8.8128843 |
|---|---|
| Coefficient of variation (CV) | 0.1662369 |
| Kurtosis | -0.722128 |
| Mean | 53.014006 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.19313816 |
| Sum | 1936071.5 |
| Variance | 77.666929 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 60 | 4426 | |
| 66 | 3748 | |
| 45 | 3693 | |
| 40 | 2953 | |
| 55 | 2923 | |
| 50 | 2874 | |
| 60.5 | 2211 | 6.1% |
| 54 | 2207 | 6.0% |
| 44 | 2174 | 6.0% |
| 55 | 2165 | 5.9% |
| Other values (6) | 7146 |
| Value | Count | Frequency (%) |
| 36 | 747 | 2.0% |
| 40 | 2953 | |
| 40.5 | 703 | 1.9% |
| 44 | 2174 | |
| 45 | 3693 | |
| 48 | 1411 | 3.9% |
| 49.5 | 731 | 2.0% |
| 49.5 | 2154 | |
| 50 | 2874 | |
| 54 | 2207 |
| Value | Count | Frequency (%) |
| 72 | 1400 | 3.8% |
| 66 | 3748 | |
| 60.5 | 2211 | |
| 60 | 4426 | |
| 55 | 2165 | |
| 55 | 2923 | |
| 54 | 2207 | |
| 50 | 2874 | |
| 49.5 | 2154 | |
| 49.5 | 731 | 2.0% |
K
Real number (ℝ)
High correlation
| Distinct | 18 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42.01825 |
| Minimum | 27 |
|---|---|
| Maximum | 60 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 285.4 KiB |
Quantile statistics
| Minimum | 27 |
|---|---|
| 5-th percentile | 30 |
| Q1 | 35 |
| median | 42 |
| Q3 | 49.5 |
| 95-th percentile | 55 |
| Maximum | 60 |
| Range | 33 |
| Interquartile range (IQR) | 14.5 |
Descriptive statistics
| Standard deviation | 8.5378105 |
|---|---|
| Coefficient of variation (CV) | 0.20319291 |
| Kurtosis | -0.79392391 |
| Mean | 42.01825 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.20620103 |
| Sum | 1534506.5 |
| Variance | 72.894208 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) |
| 45 | 3575 | 9.8% |
| 36 | 2860 | 7.8% |
| 50 | 2246 | 6.2% |
| 30 | 2224 | 6.1% |
| 49.5 | 2206 | 6.0% |
| 44 | 2204 | 6.0% |
| 38.5 | 2196 | 6.0% |
| 33 | 2182 | 6.0% |
| 40 | 2168 | 5.9% |
| 55 | 2168 | 5.9% |
| Other values (8) | 12491 |
| Value | Count | Frequency (%) |
| 27 | 1480 | |
| 30 | 2224 | |
| 31.5 | 1483 | |
| 33 | 2182 | |
| 35 | 2149 | |
| 36 | 2860 | |
| 38.5 | 2196 | |
| 40 | 2168 | |
| 40.5 | 1474 | |
| 42 | 1458 |
| Value | Count | Frequency (%) |
| 60 | 1468 | |
| 55 | 2168 | |
| 54 | 1512 | |
| 50 | 2246 | |
| 49.5 | 2206 | |
| 48 | 1467 | |
| 45 | 3575 | |
| 44 | 2204 | |
| 42 | 1458 | |
| 40.5 | 1474 |
Crop_Yield
Real number (ℝ)
Zeros
| Distinct | 25496 |
|---|---|
| Distinct (%) | 69.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.87848 |
| Minimum | 0 |
|---|---|
| Maximum | 136.71198 |
| Zeros | 11025 |
| Zeros (%) | 30.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 285.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 23.366344 |
| Q3 | 46.415729 |
| 95-th percentile | 72.819665 |
| Maximum | 136.71198 |
| Range | 136.71198 |
| Interquartile range (IQR) | 46.415729 |
Descriptive statistics
| Standard deviation | 25.740936 |
|---|---|
| Coefficient of variation (CV) | 0.95767828 |
| Kurtosis | -0.48188632 |
| Mean | 26.87848 |
| Median Absolute Deviation (MAD) | 23.366344 |
| Skewness | 0.62802583 |
| Sum | 981602.08 |
| Variance | 662.5958 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 11025 | |
| 104.8713103 | 1 | < 0.1% |
| 58.93979634 | 1 | < 0.1% |
| 32.97041272 | 1 | < 0.1% |
| 29.35611549 | 1 | < 0.1% |
| 22.22137511 | 1 | < 0.1% |
| 54.25972686 | 1 | < 0.1% |
| 68.11924993 | 1 | < 0.1% |
| 28.72353012 | 1 | < 0.1% |
| 37.13220059 | 1 | < 0.1% |
| Other values (25486) | 25486 |
| Value | Count | Frequency (%) |
| 0 | 11025 | |
| 0.001761170836 | 1 | < 0.1% |
| 0.004505416905 | 1 | < 0.1% |
| 0.008532342327 | 1 | < 0.1% |
| 0.01014890965 | 1 | < 0.1% |
| 0.01293884402 | 1 | < 0.1% |
| 0.01572844942 | 1 | < 0.1% |
| 0.01574269673 | 1 | < 0.1% |
| 0.0183969908 | 1 | < 0.1% |
| 0.02501011998 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 136.7119817 | 1 | |
| 136.3337676 | 1 | |
| 133.0855228 | 1 | |
| 131.9599111 | 1 | |
| 125.681375 | 1 | |
| 124.9603095 | 1 | |
| 124.6182287 | 1 | |
| 123.8670563 | 1 | |
| 123.2707436 | 1 | |
| 121.6923543 | 1 |
Soil_Quality
Real number (ℝ)
High correlation
| Distinct | 45 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.516632 |
| Minimum | 13.291667 |
|---|---|
| Maximum | 74.333333 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 285.4 KiB |
Quantile statistics
| Minimum | 13.291667 |
|---|---|
| 5-th percentile | 13.75 |
| Q1 | 22.5 |
| median | 35.583333 |
| Q3 | 49.291667 |
| 95-th percentile | 67.666667 |
| Maximum | 74.333333 |
| Range | 61.041667 |
| Interquartile range (IQR) | 26.791667 |
Descriptive statistics
| Standard deviation | 17.703171 |
|---|---|
| Coefficient of variation (CV) | 0.47187528 |
| Kurtosis | -0.99963003 |
| Mean | 37.516632 |
| Median Absolute Deviation (MAD) | 13.416667 |
| Skewness | 0.30675974 |
| Sum | 1370107.4 |
| Variance | 313.40227 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=45)
| Value | Count | Frequency (%) |
| 22.83333333 | 1483 | 4.1% |
| 35.58333333 | 1480 | 4.1% |
| 13.91666667 | 1474 | 4.0% |
| 44.33333333 | 1461 | 4.0% |
| 60.66666667 | 1406 | 3.8% |
| 60 | 789 | 2.2% |
| 53.08333333 | 768 | 2.1% |
| 17.04166667 | 762 | 2.1% |
| 13.58333333 | 759 | 2.1% |
| 63.66666667 | 759 | 2.1% |
| Other values (35) | 25379 |
| Value | Count | Frequency (%) |
| 13.29166667 | 731 | |
| 13.58333333 | 759 | |
| 13.75 | 690 | |
| 13.91666667 | 1474 | |
| 14.58333333 | 713 | |
| 15.29166667 | 748 | |
| 15.5 | 750 | |
| 16.66666667 | 734 | |
| 17.04166667 | 762 | |
| 21.75 | 703 |
| Value | Count | Frequency (%) |
| 74.33333333 | 713 | |
| 72.66666667 | 687 | |
| 67.66666667 | 755 | |
| 66.66666667 | 738 | |
| 63.66666667 | 759 | |
| 60.66666667 | 1406 | |
| 60 | 789 | |
| 59.33333333 | 722 | |
| 58 | 719 | |
| 54.25 | 741 |
Interactions
Correlations
| Crop_Type | Crop_Yield | Humidity | K | N | P | Soil_Quality | Soil_Type | Soil_pH | Temperature | Wind_Speed | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Crop_Type | 1.000 | 0.044 | 0.000 | 0.317 | 0.365 | 0.316 | 0.334 | 0.000 | 0.000 | 0.000 | 0.004 |
| Crop_Yield | 0.044 | 1.000 | 0.420 | 0.107 | 0.094 | 0.112 | 0.135 | 0.195 | 0.195 | -0.306 | -0.009 |
| Humidity | 0.000 | 0.420 | 1.000 | -0.002 | -0.003 | -0.001 | 0.006 | 0.000 | 0.000 | -0.974 | -0.002 |
| K | 0.317 | 0.107 | -0.002 | 1.000 | 0.669 | 0.908 | 0.286 | 0.616 | 0.616 | 0.002 | -0.001 |
| N | 0.365 | 0.094 | -0.003 | 0.669 | 1.000 | 0.845 | 0.296 | 0.551 | 0.551 | 0.002 | -0.003 |
| P | 0.316 | 0.112 | -0.001 | 0.908 | 0.845 | 1.000 | 0.311 | 0.586 | 0.586 | 0.001 | -0.000 |
| Soil_Quality | 0.334 | 0.135 | 0.006 | 0.286 | 0.296 | 0.311 | 1.000 | 0.957 | 0.957 | -0.007 | -0.007 |
| Soil_Type | 0.000 | 0.195 | 0.000 | 0.616 | 0.551 | 0.586 | 0.957 | 1.000 | 1.000 | 0.000 | 0.000 |
| Soil_pH | 0.000 | 0.195 | 0.000 | 0.616 | 0.551 | 0.586 | 0.957 | 1.000 | 1.000 | 0.000 | 0.000 |
| Temperature | 0.000 | -0.306 | -0.974 | 0.002 | 0.002 | 0.001 | -0.007 | 0.000 | 0.000 | 1.000 | 0.001 |
| Wind_Speed | 0.004 | -0.009 | -0.002 | -0.001 | -0.003 | -0.000 | -0.007 | 0.000 | 0.000 | 0.001 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| Date | Crop_Type | Soil_Type | Soil_pH | Temperature | Humidity | Wind_Speed | N | P | K | Crop_Yield | Soil_Quality | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2014-01-01 | Wheat | Peaty | 5.50 | 9.440599 | 80.000000 | 10.956707 | 60.5 | 45.0 | 31.5 | 0.000000 | 22.833333 |
| 1 | 2014-01-01 | Corn | Loamy | 6.50 | 20.052576 | 79.947424 | 8.591577 | 84.0 | 66.0 | 50.0 | 104.871310 | 66.666667 |
| 2 | 2014-01-01 | Rice | Peaty | 5.50 | 12.143099 | 80.000000 | 7.227751 | 71.5 | 54.0 | 38.5 | 0.000000 | 27.333333 |
| 3 | 2014-01-01 | Barley | Sandy | 6.75 | 19.751848 | 80.000000 | 2.682683 | 50.0 | 40.0 | 30.0 | 58.939796 | 35.000000 |
| 4 | 2014-01-01 | Soybean | Peaty | 5.50 | 16.110395 | 80.000000 | 7.696070 | 49.5 | 45.0 | 38.5 | 32.970413 | 22.166667 |
| 5 | 2014-01-01 | Cotton | Sandy | 6.75 | 14.826739 | 80.000000 | 10.366657 | 55.0 | 44.0 | 36.0 | 29.356115 | 39.375000 |
| 6 | 2014-01-01 | Sugarcane | Saline | 8.00 | 13.533004 | 80.000000 | 9.910484 | 84.5 | 66.0 | 54.0 | 0.000000 | 17.041667 |
| 7 | 2014-01-01 | Tomato | Clay | 6.25 | 18.323272 | 80.000000 | 8.198084 | 60.0 | 45.0 | 40.0 | 22.221375 | 42.291667 |
| 8 | 2014-01-01 | Potato | Peaty | 5.50 | 18.895963 | 80.000000 | 6.696707 | 60.5 | 45.0 | 31.5 | 54.259727 | 22.833333 |
| 9 | 2014-01-01 | Sunflower | Loamy | 6.50 | 16.865595 | 80.000000 | 9.311649 | 70.0 | 66.0 | 55.0 | 68.119250 | 63.666667 |
| Date | Crop_Type | Soil_Type | Soil_pH | Temperature | Humidity | Wind_Speed | N | P | K | Crop_Yield | Soil_Quality | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 36510 | 2023-12-31 | Wheat | Peaty | 5.50 | 4.334143 | 80.000000 | 7.450685 | 60.5 | 45.0 | 31.5 | 0.000000 | 22.833333 |
| 36511 | 2023-12-31 | Corn | Saline | 8.00 | 13.079635 | 80.000000 | 16.027936 | 78.0 | 60.5 | 45.0 | 20.735135 | 15.291667 |
| 36512 | 2023-12-31 | Rice | Sandy | 6.75 | 3.994628 | 80.000000 | 14.388341 | 65.0 | 48.0 | 33.0 | 0.000000 | 42.583333 |
| 36513 | 2023-12-31 | Barley | Clay | 6.25 | 11.617771 | 80.000000 | 14.700485 | 60.0 | 50.0 | 40.0 | 13.069169 | 43.750000 |
| 36514 | 2023-12-31 | Soybean | Loamy | 6.50 | 7.282106 | 80.000000 | 15.261945 | 63.0 | 60.0 | 55.0 | 0.000000 | 59.333333 |
| 36515 | 2023-12-31 | Cotton | Clay | 6.25 | 19.538555 | 80.000000 | 3.666664 | 66.0 | 55.0 | 48.0 | 73.323885 | 49.291667 |
| 36516 | 2023-12-31 | Sugarcane | Peaty | 5.50 | 21.068336 | 78.931664 | 8.795036 | 71.5 | 54.0 | 42.0 | 39.226521 | 27.916667 |
| 36517 | 2023-12-31 | Tomato | Sandy | 6.75 | 6.030148 | 80.000000 | 9.409497 | 50.0 | 36.0 | 30.0 | 0.000000 | 33.833333 |
| 36518 | 2023-12-31 | Potato | Peaty | 5.50 | 11.079561 | 80.000000 | 10.969366 | 60.5 | 45.0 | 31.5 | 6.067881 | 22.833333 |
| 36519 | 2023-12-31 | Sunflower | Clay | 6.25 | 11.455692 | 80.000000 | 5.394758 | 60.0 | 55.0 | 44.0 | 11.825986 | 46.375000 |